Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 184835 |
| Missing cells | 792234 |
| Missing cells (%) | 18.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 32.4 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 15 |
sueldo_smdlv is highly correlated with otros_ingresos_smdlv and 1 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv | High correlation |
año_credito is highly correlated with sueldo_smdlv | High correlation |
sueldo_smdlv is highly correlated with otros_ingresos_smdlv and 1 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv | High correlation |
año_credito is highly correlated with sueldo_smdlv | High correlation |
valor_credito_smdlv is highly correlated with cuotas | High correlation |
cuotas is highly correlated with valor_credito_smdlv | High correlation |
municipio_expedicion is highly correlated with municipio_credito and 3 other fields | High correlation |
periodo_credito is highly correlated with Row | High correlation |
sueldo_smdlv is highly correlated with año_credito and 1 other fields | High correlation |
municipio_credito is highly correlated with municipio_expedicion and 2 other fields | High correlation |
Row is highly correlated with municipio_expedicion and 6 other fields | High correlation |
forma_pago is highly correlated with sector | High correlation |
municipio_residencia is highly correlated with municipio_expedicion and 3 other fields | High correlation |
codeudor is highly correlated with Row | High correlation |
genero is highly correlated with Row | High correlation |
sector is highly correlated with forma_pago | High correlation |
año_credito is highly correlated with sueldo_smdlv and 2 other fields | High correlation |
municipio_nacimiento is highly correlated with municipio_expedicion and 3 other fields | High correlation |
otros_ingresos_smdlv is highly correlated with sueldo_smdlv and 1 other fields | High correlation |
municipio_expedicion is highly correlated with municipio_nacimiento | High correlation |
sector is highly correlated with forma_pago | High correlation |
municipio_credito is highly correlated with municipio_residencia | High correlation |
municipio_nacimiento is highly correlated with municipio_expedicion | High correlation |
forma_pago is highly correlated with sector | High correlation |
municipio_residencia is highly correlated with municipio_credito | High correlation |
genero has 97541 (52.8%) missing values | Missing |
estado_civil has 102421 (55.4%) missing values | Missing |
edad has 107699 (58.3%) missing values | Missing |
municipio_expedicion has 93581 (50.6%) missing values | Missing |
tiene_casa_propia has 100463 (54.4%) missing values | Missing |
sueldo_smdlv has 111082 (60.1%) missing values | Missing |
otros_ingresos_smdlv has 179418 (97.1%) missing values | Missing |
Row is uniformly distributed | Uniform |
Row has unique values | Unique |
Reproduction
| Analysis started | 2021-06-04 06:02:04.678186 |
|---|---|
| Analysis finished | 2021-06-04 06:02:52.214424 |
| Duration | 47.54 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 184835 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92418 |
| Minimum | 1 |
|---|---|
| Maximum | 184835 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9242.7 |
| Q1 | 46209.5 |
| median | 92418 |
| Q3 | 138626.5 |
| 95-th percentile | 175593.3 |
| Maximum | 184835 |
| Range | 184834 |
| Interquartile range (IQR) | 92417 |
Descriptive statistics
| Standard deviation | 53357.41284 |
|---|---|
| Coefficient of variation (CV) | 0.5773487074 |
| Kurtosis | -1.2 |
| Mean | 92418 |
| Median Absolute Deviation (MAD) | 46209 |
| Skewness | 0 |
| Sum | 1.708208103 × 1010 |
| Variance | 2847013505 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 150883 | 1 | < 0.1% |
| 154977 | 1 | < 0.1% |
| 152928 | 1 | < 0.1% |
| 44351 | 1 | < 0.1% |
| 42302 | 1 | < 0.1% |
| 48445 | 1 | < 0.1% |
| 46396 | 1 | < 0.1% |
| 36155 | 1 | < 0.1% |
| 34106 | 1 | < 0.1% |
| Other values (184825) | 184825 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 184835 | 1 | |
| 184834 | 1 | |
| 184833 | 1 | |
| 184832 | 1 | |
| 184831 | 1 | |
| 184830 | 1 | |
| 184829 | 1 | |
| 184828 | 1 | |
| 184827 | 1 | |
| 184826 | 1 |
procedencia
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| Nacional | |
|---|---|
| Extranjero | 155 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.001677172 |
| Min length | 8 |
Characters and Unicode
| Total characters | 1478990 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Nacional |
|---|---|
| 2nd row | Nacional |
| 3rd row | Nacional |
| 4th row | Nacional |
| 5th row | Nacional |
Common Values
| Value | Count | Frequency (%) |
| Nacional | 184680 | |
| Extranjero | 155 | 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| nacional | 184680 | |
| extranjero | 155 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| N | 184680 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| E | 155 | < 0.1% |
| x | 155 | < 0.1% |
| Other values (3) | 465 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1294155 | |
| Uppercase Letter | 184835 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| x | 155 | < 0.1% |
| t | 155 | < 0.1% |
| j | 155 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 184680 | |
| E | 155 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1478990 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| N | 184680 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| E | 155 | < 0.1% |
| x | 155 | < 0.1% |
| Other values (3) | 465 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1478990 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 369515 | |
| o | 184835 | |
| n | 184835 | |
| N | 184680 | |
| c | 184680 | |
| i | 184680 | |
| l | 184680 | |
| r | 310 | < 0.1% |
| E | 155 | < 0.1% |
| x | 155 | < 0.1% |
| Other values (3) | 465 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 97541 |
| Missing (%) | 52.8% |
| Memory size | 1.4 MiB |
| Femenino | |
|---|---|
| Masculino |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.462345637 |
| Min length | 8 |
Characters and Unicode
| Total characters | 738712 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Femenino |
|---|---|
| 2nd row | Femenino |
| 3rd row | Femenino |
| 4th row | Femenino |
| 5th row | Femenino |
Common Values
| Value | Count | Frequency (%) |
| Femenino | 46934 | |
| Masculino | 40360 | |
| (Missing) | 97541 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| femenino | 46934 | |
| masculino | 40360 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| F | 46934 | 6.4% |
| m | 46934 | 6.4% |
| M | 40360 | 5.5% |
| a | 40360 | 5.5% |
| s | 40360 | 5.5% |
| c | 40360 | 5.5% |
| Other values (2) | 80720 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 651418 | |
| Uppercase Letter | 87294 | 11.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| m | 46934 | 7.2% |
| a | 40360 | 6.2% |
| s | 40360 | 6.2% |
| c | 40360 | 6.2% |
| u | 40360 | 6.2% |
| l | 40360 | 6.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 46934 | |
| M | 40360 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 738712 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| F | 46934 | 6.4% |
| m | 46934 | 6.4% |
| M | 40360 | 5.5% |
| a | 40360 | 5.5% |
| s | 40360 | 5.5% |
| c | 40360 | 5.5% |
| Other values (2) | 80720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 738712 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 134228 | |
| e | 93868 | |
| i | 87294 | |
| o | 87294 | |
| F | 46934 | 6.4% |
| m | 46934 | 6.4% |
| M | 40360 | 5.5% |
| a | 40360 | 5.5% |
| s | 40360 | 5.5% |
| c | 40360 | 5.5% |
| Other values (2) | 80720 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 102421 |
| Missing (%) | 55.4% |
| Memory size | 1.4 MiB |
| Union Libre | |
|---|---|
| Casado | |
| Soltero | |
| Viudo | 810 |
| Divorciado | 469 |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 8.258511903 |
| Min length | 5 |
Characters and Unicode
| Total characters | 680617 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Union Libre |
|---|---|
| 2nd row | Union Libre |
| 3rd row | Union Libre |
| 4th row | Union Libre |
| 5th row | Soltero |
Common Values
| Value | Count | Frequency (%) |
| Union Libre | 32184 | 17.4% |
| Casado | 24804 | 13.4% |
| Soltero | 24147 | 13.1% |
| Viudo | 810 | 0.4% |
| Divorciado | 469 | 0.3% |
| (Missing) | 102421 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| union | 32184 | |
| libre | 32184 | |
| casado | 24804 | |
| soltero | 24147 | |
| viudo | 810 | 0.7% |
| divorciado | 469 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | 8.3% |
| e | 56331 | 8.3% |
| a | 50077 | 7.4% |
| U | 32184 | 4.7% |
| 32184 | 4.7% | |
| L | 32184 | 4.7% |
| b | 32184 | 4.7% |
| Other values (11) | 151159 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 533835 | |
| Uppercase Letter | 114598 | 16.8% |
| Space Separator | 32184 | 4.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | |
| e | 56331 | |
| a | 50077 | |
| b | 32184 | 6.0% |
| d | 26083 | 4.9% |
| s | 24804 | 4.6% |
| l | 24147 | 4.5% |
| Other values (4) | 25895 | 4.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 32184 | |
| L | 32184 | |
| C | 24804 | |
| S | 24147 | |
| V | 810 | 0.7% |
| D | 469 | 0.4% |
Space Separator
| Value | Count | Frequency (%) |
| 32184 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 648433 | |
| Common | 32184 | 4.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | |
| e | 56331 | |
| a | 50077 | |
| U | 32184 | 5.0% |
| L | 32184 | 5.0% |
| b | 32184 | 5.0% |
| d | 26083 | 4.0% |
| Other values (10) | 125076 |
Common
| Value | Count | Frequency (%) |
| 32184 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 680617 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 107030 | |
| i | 66116 | |
| n | 64368 | |
| r | 56800 | 8.3% |
| e | 56331 | 8.3% |
| a | 50077 | 7.4% |
| U | 32184 | 4.7% |
| 32184 | 4.7% | |
| L | 32184 | 4.7% |
| b | 32184 | 4.7% |
| Other values (11) | 151159 |
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 107699 |
| Missing (%) | 58.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.54807094 |
| Minimum | 18 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 35 |
| median | 44 |
| Q3 | 53 |
| 95-th percentile | 65 |
| Maximum | 90 |
| Range | 72 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.85931542 |
|---|---|
| Coefficient of variation (CV) | 0.2662138938 |
| Kurtosis | -0.3869785761 |
| Mean | 44.54807094 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3222662166 |
| Sum | 3436260 |
| Variance | 140.6433623 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 44 | 2967 | 1.6% |
| 40 | 2646 | 1.4% |
| 45 | 2483 | 1.3% |
| 41 | 2428 | 1.3% |
| 49 | 2369 | 1.3% |
| 46 | 2315 | 1.3% |
| 35 | 2303 | 1.2% |
| 42 | 2248 | 1.2% |
| 37 | 2211 | 1.2% |
| 31 | 2152 | 1.2% |
| Other values (62) | 53014 | |
| (Missing) | 107699 |
| Value | Count | Frequency (%) |
| 18 | 6 | < 0.1% |
| 19 | 31 | < 0.1% |
| 20 | 127 | 0.1% |
| 21 | 205 | 0.1% |
| 22 | 330 | 0.2% |
| 23 | 442 | 0.2% |
| 24 | 564 | |
| 25 | 876 | |
| 26 | 1030 | |
| 27 | 1225 |
| Value | Count | Frequency (%) |
| 90 | 2 | < 0.1% |
| 89 | 1 | < 0.1% |
| 88 | 2 | < 0.1% |
| 87 | 1 | < 0.1% |
| 85 | 14 | < 0.1% |
| 84 | 41 | |
| 83 | 48 | |
| 82 | 20 | |
| 81 | 49 | |
| 80 | 44 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| TAME | |
| SARAVENA | |
| Otros | |
| ARAUQUITA |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.817637352 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1075303 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SARAVENA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | ARAUQUITA |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 74877 | |
| TAME | 56768 | |
| SARAVENA | 29913 | 16.2% |
| Otros | 12457 | 6.7% |
| ARAUQUITA | 10820 | 5.9% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| arauca | 74877 | |
| tame | 56768 | |
| saravena | 29913 | 16.2% |
| otros | 12457 | 6.7% |
| arauquita | 10820 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 10.8% |
| U | 96517 | 9.0% |
| E | 86681 | 8.1% |
| C | 74877 | 7.0% |
| T | 67588 | 6.3% |
| M | 56768 | 5.3% |
| S | 29913 | 2.8% |
| V | 29913 | 2.8% |
| N | 29913 | 2.8% |
| Other values (7) | 83925 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1025475 | |
| Lowercase Letter | 49828 | 4.6% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 11.3% |
| U | 96517 | 9.4% |
| E | 86681 | 8.5% |
| C | 74877 | 7.3% |
| T | 67588 | 6.6% |
| M | 56768 | 5.5% |
| S | 29913 | 2.9% |
| V | 29913 | 2.9% |
| N | 29913 | 2.9% |
| Other values (3) | 34097 | 3.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 12457 | |
| r | 12457 | |
| o | 12457 | |
| s | 12457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1075303 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 10.8% |
| U | 96517 | 9.0% |
| E | 86681 | 8.1% |
| C | 74877 | 7.0% |
| T | 67588 | 6.3% |
| M | 56768 | 5.3% |
| S | 29913 | 2.8% |
| V | 29913 | 2.8% |
| N | 29913 | 2.8% |
| Other values (7) | 83925 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1075303 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 403598 | |
| R | 115610 | 10.8% |
| U | 96517 | 9.0% |
| E | 86681 | 8.1% |
| C | 74877 | 7.0% |
| T | 67588 | 6.3% |
| M | 56768 | 5.3% |
| S | 29913 | 2.8% |
| V | 29913 | 2.8% |
| N | 29913 | 2.8% |
| Other values (7) | 83925 | 7.8% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| Otros | |
| TAME | |
| ARAUQUITA | 8085 |
| SARAVENA | 6715 |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.822717829 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1076178 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUQUITA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | Otros |
| 4th row | ARAUQUITA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 118496 | |
| Otros | 32605 | 17.6% |
| TAME | 18923 | 10.2% |
| ARAUQUITA | 8085 | 4.4% |
| SARAVENA | 6715 | 3.6% |
| (Missing) | 11 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| arauca | 118496 | |
| otros | 32605 | 17.6% |
| tame | 18923 | 10.2% |
| arauquita | 8085 | 4.4% |
| saravena | 6715 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 12.5% |
| R | 133296 | 12.4% |
| C | 118496 | 11.0% |
| O | 32605 | 3.0% |
| t | 32605 | 3.0% |
| r | 32605 | 3.0% |
| o | 32605 | 3.0% |
| s | 32605 | 3.0% |
| T | 27008 | 2.5% |
| Other values (7) | 80876 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 945758 | |
| Lowercase Letter | 130420 | 12.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 14.2% |
| R | 133296 | 14.1% |
| C | 118496 | 12.5% |
| O | 32605 | 3.4% |
| T | 27008 | 2.9% |
| E | 25638 | 2.7% |
| M | 18923 | 2.0% |
| Q | 8085 | 0.9% |
| I | 8085 | 0.9% |
| Other values (3) | 20145 | 2.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 32605 | |
| r | 32605 | |
| o | 32605 | |
| s | 32605 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1076178 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 12.5% |
| R | 133296 | 12.4% |
| C | 118496 | 11.0% |
| O | 32605 | 3.0% |
| t | 32605 | 3.0% |
| r | 32605 | 3.0% |
| o | 32605 | 3.0% |
| s | 32605 | 3.0% |
| T | 27008 | 2.5% |
| Other values (7) | 80876 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1076178 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 418811 | |
| U | 134666 | 12.5% |
| R | 133296 | 12.4% |
| C | 118496 | 11.0% |
| O | 32605 | 3.0% |
| t | 32605 | 3.0% |
| r | 32605 | 3.0% |
| o | 32605 | 3.0% |
| s | 32605 | 3.0% |
| T | 27008 | 2.5% |
| Other values (7) | 80876 | 7.5% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 93581 |
| Missing (%) | 50.6% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| Otros | |
| TAME | |
| ARAUQUITA | |
| SARAVENA | 3321 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.606011791 |
| Min length | 4 |
Characters and Unicode
| Total characters | 511571 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ARAUQUITA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | Otros |
| 4th row | ARAUCA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 36144 | 19.6% |
| Otros | 30948 | 16.7% |
| TAME | 14834 | 8.0% |
| ARAUQUITA | 6007 | 3.2% |
| SARAVENA | 3321 | 1.8% |
| (Missing) | 93581 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| arauca | 36144 | |
| otros | 30948 | |
| tame | 14834 | |
| arauquita | 6007 | 6.6% |
| saravena | 3321 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 9.4% |
| R | 45472 | 8.9% |
| C | 36144 | 7.1% |
| O | 30948 | 6.0% |
| t | 30948 | 6.0% |
| r | 30948 | 6.0% |
| o | 30948 | 6.0% |
| s | 30948 | 6.0% |
| T | 20841 | 4.1% |
| Other values (7) | 54966 | 10.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 387779 | |
| Lowercase Letter | 123792 | 24.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 12.4% |
| R | 45472 | 11.7% |
| C | 36144 | 9.3% |
| O | 30948 | 8.0% |
| T | 20841 | 5.4% |
| E | 18155 | 4.7% |
| M | 14834 | 3.8% |
| Q | 6007 | 1.5% |
| I | 6007 | 1.5% |
| Other values (3) | 9963 | 2.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 30948 | |
| r | 30948 | |
| o | 30948 | |
| s | 30948 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 511571 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 9.4% |
| R | 45472 | 8.9% |
| C | 36144 | 7.1% |
| O | 30948 | 6.0% |
| t | 30948 | 6.0% |
| r | 30948 | 6.0% |
| o | 30948 | 6.0% |
| s | 30948 | 6.0% |
| T | 20841 | 4.1% |
| Other values (7) | 54966 | 10.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 511571 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 151250 | |
| U | 48158 | 9.4% |
| R | 45472 | 8.9% |
| C | 36144 | 7.1% |
| O | 30948 | 6.0% |
| t | 30948 | 6.0% |
| r | 30948 | 6.0% |
| o | 30948 | 6.0% |
| s | 30948 | 6.0% |
| T | 20841 | 4.1% |
| Other values (7) | 54966 | 10.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 100463 |
| Missing (%) | 54.4% |
| Memory size | 1.4 MiB |
| Si | |
|---|---|
| No |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 168744 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Si |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| Si | 61942 | |
| No | 22430 | 12.1% |
| (Missing) | 100463 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| si | 61942 | |
| no | 22430 | 26.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 61942 | |
| i | 61942 | |
| N | 22430 | 13.3% |
| o | 22430 | 13.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 84372 | |
| Lowercase Letter | 84372 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 61942 | |
| N | 22430 | 26.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 61942 | |
| o | 22430 | 26.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 168744 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 61942 | |
| i | 61942 | |
| N | 22430 | 13.3% |
| o | 22430 | 13.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 168744 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 61942 | |
| i | 61942 | |
| N | 22430 | 13.3% |
| o | 22430 | 13.3% |
| Distinct | 520 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 111082 |
| Missing (%) | 60.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.9070004 |
| Minimum | 3 |
|---|---|
| Maximum | 600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 44 |
| median | 73 |
| Q3 | 130 |
| 95-th percentile | 291 |
| Maximum | 600 |
| Range | 597 |
| Interquartile range (IQR) | 86 |
Descriptive statistics
| Standard deviation | 90.78111957 |
|---|---|
| Coefficient of variation (CV) | 0.8736766457 |
| Kurtosis | 6.886391299 |
| Mean | 103.9070004 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 2.312361054 |
| Sum | 7663453 |
| Variance | 8241.21167 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 43 | 1636 | 0.9% |
| 34 | 1573 | 0.9% |
| 36 | 1488 | 0.8% |
| 46 | 1373 | 0.7% |
| 61 | 1366 | 0.7% |
| 38 | 1334 | 0.7% |
| 76 | 1317 | 0.7% |
| 69 | 1268 | 0.7% |
| 72 | 1229 | 0.7% |
| 65 | 1204 | 0.7% |
| Other values (510) | 59965 | |
| (Missing) | 111082 |
| Value | Count | Frequency (%) |
| 3 | 6 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 21 | < 0.1% |
| 7 | 54 | |
| 8 | 25 | < 0.1% |
| 9 | 27 | < 0.1% |
| 10 | 133 | |
| 11 | 46 | < 0.1% |
| 12 | 45 | < 0.1% |
| Value | Count | Frequency (%) |
| 600 | 294 | |
| 599 | 1 | < 0.1% |
| 597 | 1 | < 0.1% |
| 593 | 1 | < 0.1% |
| 588 | 44 | < 0.1% |
| 586 | 6 | < 0.1% |
| 584 | 7 | < 0.1% |
| 582 | 10 | < 0.1% |
| 578 | 1 | < 0.1% |
| 576 | 15 | < 0.1% |
otros_ingresos
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| SIN OTROS INGRESOS | |
|---|---|
| CON OTROS INGRESOS | 5417 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 18 |
| Min length | 18 |
Characters and Unicode
| Total characters | 3327030 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SIN OTROS INGRESOS |
|---|---|
| 2nd row | SIN OTROS INGRESOS |
| 3rd row | SIN OTROS INGRESOS |
| 4th row | SIN OTROS INGRESOS |
| 5th row | SIN OTROS INGRESOS |
Common Values
| Value | Count | Frequency (%) |
| SIN OTROS INGRESOS | 179418 | |
| CON OTROS INGRESOS | 5417 | 2.9% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| otros | 184835 | |
| ingresos | 184835 | |
| sin | 179418 | |
| con | 5417 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| 369670 | ||
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 5.6% |
| G | 184835 | 5.6% |
| E | 184835 | 5.6% |
| C | 5417 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2957360 | |
| Space Separator | 369670 | 11.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 6.2% |
| G | 184835 | 6.2% |
| E | 184835 | 6.2% |
| C | 5417 | 0.2% |
Space Separator
| Value | Count | Frequency (%) |
| 369670 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2957360 | |
| Common | 369670 | 11.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 6.2% |
| G | 184835 | 6.2% |
| E | 184835 | 6.2% |
| C | 5417 | 0.2% |
Common
| Value | Count | Frequency (%) |
| 369670 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3327030 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 733923 | |
| O | 559922 | |
| N | 369670 | |
| 369670 | ||
| R | 369670 | |
| I | 364253 | |
| T | 184835 | 5.6% |
| G | 184835 | 5.6% |
| E | 184835 | 5.6% |
| C | 5417 | 0.2% |
| Distinct | 212 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 179418 |
| Missing (%) | 97.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.56839579 |
| Minimum | 1 |
|---|---|
| Maximum | 300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 20 |
| median | 34 |
| Q3 | 63 |
| 95-th percentile | 194 |
| Maximum | 300 |
| Range | 299 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 59.05556072 |
|---|---|
| Coefficient of variation (CV) | 1.082230105 |
| Kurtosis | 5.983563774 |
| Mean | 54.56839579 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 2.397412022 |
| Sum | 295597 |
| Variance | 3487.559252 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36 | 164 | 0.1% |
| 34 | 163 | 0.1% |
| 18 | 158 | 0.1% |
| 23 | 131 | 0.1% |
| 17 | 131 | 0.1% |
| 20 | 130 | 0.1% |
| 21 | 129 | 0.1% |
| 30 | 118 | 0.1% |
| 13 | 113 | 0.1% |
| 26 | 111 | 0.1% |
| Other values (202) | 4069 | 2.2% |
| (Missing) | 179418 |
| Value | Count | Frequency (%) |
| 1 | 7 | < 0.1% |
| 3 | 40 | |
| 4 | 42 | |
| 5 | 40 | |
| 6 | 50 | |
| 7 | 97 | |
| 8 | 65 | |
| 9 | 47 | |
| 10 | 94 | |
| 11 | 50 |
| Value | Count | Frequency (%) |
| 300 | 90 | |
| 294 | 8 | < 0.1% |
| 291 | 11 | < 0.1% |
| 288 | 3 | < 0.1% |
| 280 | 2 | < 0.1% |
| 276 | 1 | < 0.1% |
| 271 | 7 | < 0.1% |
| 268 | 2 | < 0.1% |
| 264 | 4 | < 0.1% |
| 262 | 2 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| ARAUCA | |
|---|---|
| TAME | |
| SARAVENA | |
| ARAUQUITA | |
| Otros |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.928087213 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1095718 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SARAVENA |
|---|---|
| 2nd row | ARAUQUITA |
| 3rd row | ARAUQUITA |
| 4th row | SARAVENA |
| 5th row | ARAUCA |
Common Values
| Value | Count | Frequency (%) |
| ARAUCA | 74131 | |
| TAME | 50656 | |
| SARAVENA | 24984 | 13.5% |
| ARAUQUITA | 18279 | 9.9% |
| Otros | 16785 | 9.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| arauca | 74131 | |
| tame | 50656 | |
| saravena | 24984 | 13.5% |
| arauquita | 18279 | 9.9% |
| otros | 16785 | 9.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 10.7% |
| U | 110689 | 10.1% |
| E | 75640 | 6.9% |
| C | 74131 | 6.8% |
| T | 68935 | 6.3% |
| M | 50656 | 4.6% |
| S | 24984 | 2.3% |
| V | 24984 | 2.3% |
| N | 24984 | 2.3% |
| Other values (7) | 120483 | 11.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1028578 | |
| Lowercase Letter | 67140 | 6.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 11.4% |
| U | 110689 | 10.8% |
| E | 75640 | 7.4% |
| C | 74131 | 7.2% |
| T | 68935 | 6.7% |
| M | 50656 | 4.9% |
| S | 24984 | 2.4% |
| V | 24984 | 2.4% |
| N | 24984 | 2.4% |
| Other values (3) | 53343 | 5.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 16785 | |
| r | 16785 | |
| o | 16785 | |
| s | 16785 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1095718 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 10.7% |
| U | 110689 | 10.1% |
| E | 75640 | 6.9% |
| C | 74131 | 6.8% |
| T | 68935 | 6.3% |
| M | 50656 | 4.6% |
| S | 24984 | 2.3% |
| V | 24984 | 2.3% |
| N | 24984 | 2.3% |
| Other values (7) | 120483 | 11.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1095718 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 402838 | |
| R | 117394 | 10.7% |
| U | 110689 | 10.1% |
| E | 75640 | 6.9% |
| C | 74131 | 6.8% |
| T | 68935 | 6.3% |
| M | 50656 | 4.6% |
| S | 24984 | 2.3% |
| V | 24984 | 2.3% |
| N | 24984 | 2.3% |
| Other values (7) | 120483 | 11.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| SIN CODEUDOR | |
|---|---|
| CON CODEUDOR |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Characters and Unicode
| Total characters | 2218020 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SIN CODEUDOR |
|---|---|
| 2nd row | CON CODEUDOR |
| 3rd row | CON CODEUDOR |
| 4th row | CON CODEUDOR |
| 5th row | CON CODEUDOR |
Common Values
| Value | Count | Frequency (%) |
| SIN CODEUDOR | 157439 | |
| CON CODEUDOR | 27396 | 14.8% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| codeudor | 184835 | |
| sin | 157439 | |
| con | 27396 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| 184835 | ||
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.1% |
| I | 157439 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2033185 | |
| Space Separator | 184835 | 8.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.7% |
| I | 157439 | 7.7% |
Space Separator
| Value | Count | Frequency (%) |
| 184835 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2033185 | |
| Common | 184835 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.7% |
| I | 157439 | 7.7% |
Common
| Value | Count | Frequency (%) |
| 184835 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2218020 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 397066 | |
| D | 369670 | |
| C | 212231 | |
| N | 184835 | |
| 184835 | ||
| E | 184835 | |
| U | 184835 | |
| R | 184835 | |
| S | 157439 | 7.1% |
| I | 157439 | 7.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 18 |
| Missing (%) | < 0.1% |
| Memory size | 1.4 MiB |
| PRIVADO | |
|---|---|
| PUBLICO |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1293719 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PRIVADO |
|---|---|
| 2nd row | PRIVADO |
| 3rd row | PRIVADO |
| 4th row | PRIVADO |
| 5th row | PRIVADO |
Common Values
| Value | Count | Frequency (%) |
| PRIVADO | 166537 | |
| PUBLICO | 18280 | 9.9% |
| (Missing) | 18 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| privado | 166537 | |
| publico | 18280 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1293719 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1293719 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1293719 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| P | 184817 | |
| I | 184817 | |
| O | 184817 | |
| R | 166537 | |
| V | 166537 | |
| A | 166537 | |
| D | 166537 | |
| U | 18280 | 1.4% |
| B | 18280 | 1.4% |
| L | 18280 | 1.4% |
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.337772 |
| Minimum | 1996 |
|---|---|
| Maximum | 2021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1996 |
|---|---|
| 5-th percentile | 2001 |
| Q1 | 2009 |
| median | 2014 |
| Q3 | 2017 |
| 95-th percentile | 2019 |
| Maximum | 2021 |
| Range | 25 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.511452785 |
|---|---|
| Coefficient of variation (CV) | 0.002738830858 |
| Kurtosis | -0.001479673463 |
| Mean | 2012.337772 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.8275903629 |
| Sum | 371950452 |
| Variance | 30.3761118 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 2015 | 17560 | 9.5% |
| 2017 | 14979 | 8.1% |
| 2014 | 14246 | 7.7% |
| 2016 | 14088 | 7.6% |
| 2018 | 14069 | 7.6% |
| 2013 | 12716 | 6.9% |
| 2012 | 11756 | 6.4% |
| 2011 | 10809 | 5.8% |
| 2019 | 10389 | 5.6% |
| 2010 | 8871 | 4.8% |
| Other values (16) | 55352 |
| Value | Count | Frequency (%) |
| 1996 | 1 | < 0.1% |
| 1997 | 1144 | 0.6% |
| 1998 | 1998 | |
| 1999 | 2649 | |
| 2000 | 2552 | |
| 2001 | 2858 | |
| 2002 | 2807 | |
| 2003 | 2812 | |
| 2004 | 3661 | |
| 2005 | 4579 |
| Value | Count | Frequency (%) |
| 2021 | 511 | 0.3% |
| 2020 | 7337 | |
| 2019 | 10389 | |
| 2018 | 14069 | |
| 2017 | 14979 | |
| 2016 | 14088 | |
| 2015 | 17560 | |
| 2014 | 14246 | |
| 2013 | 12716 | |
| 2012 | 11756 |
mes_credito
Real number (ℝ≥0)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.882717018 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.48600663 |
|---|---|
| Coefficient of variation (CV) | 0.5064869907 |
| Kurtosis | -1.213905701 |
| Mean | 6.882717018 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.1128749824 |
| Sum | 1272167 |
| Variance | 12.15224223 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 12 | 21172 | |
| 10 | 17498 | |
| 9 | 15848 | |
| 11 | 15580 | |
| 5 | 15425 | |
| 7 | 15339 | |
| 8 | 14910 | |
| 6 | 14777 | |
| 3 | 14112 | |
| 4 | 13594 | |
| Other values (2) | 26580 |
| Value | Count | Frequency (%) |
| 1 | 13201 | |
| 2 | 13379 | |
| 3 | 14112 | |
| 4 | 13594 | |
| 5 | 15425 | |
| 6 | 14777 | |
| 7 | 15339 | |
| 8 | 14910 | |
| 9 | 15848 | |
| 10 | 17498 |
| Value | Count | Frequency (%) |
| 12 | 21172 | |
| 11 | 15580 | |
| 10 | 17498 | |
| 9 | 15848 | |
| 8 | 14910 | |
| 7 | 15339 | |
| 6 | 14777 | |
| 5 | 15425 | |
| 4 | 13594 | |
| 3 | 14112 |
| Distinct | 660 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.48601726 |
| Minimum | 0 |
|---|---|
| Maximum | 700 |
| Zeros | 1558 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 19 |
| median | 45 |
| Q3 | 78 |
| 95-th percentile | 226 |
| Maximum | 700 |
| Range | 700 |
| Interquartile range (IQR) | 59 |
Descriptive statistics
| Standard deviation | 78.39812045 |
|---|---|
| Coefficient of variation (CV) | 1.179167044 |
| Kurtosis | 14.67234465 |
| Mean | 66.48601726 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 3.155549206 |
| Sum | 12288943 |
| Variance | 6146.26529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 4426 | 2.4% |
| 7 | 3892 | 2.1% |
| 16 | 2930 | 1.6% |
| 15 | 2674 | 1.4% |
| 8 | 2644 | 1.4% |
| 18 | 2588 | 1.4% |
| 17 | 2555 | 1.4% |
| 5 | 2544 | 1.4% |
| 14 | 2337 | 1.3% |
| 19 | 2235 | 1.2% |
| Other values (650) | 156010 |
| Value | Count | Frequency (%) |
| 0 | 1558 | 0.8% |
| 1 | 2172 | |
| 2 | 2133 | |
| 3 | 1527 | 0.8% |
| 4 | 1734 | 0.9% |
| 5 | 2544 | |
| 6 | 4426 | |
| 7 | 3892 | |
| 8 | 2644 | |
| 9 | 2050 |
| Value | Count | Frequency (%) |
| 700 | 334 | |
| 698 | 1 | < 0.1% |
| 697 | 2 | < 0.1% |
| 696 | 1 | < 0.1% |
| 695 | 1 | < 0.1% |
| 694 | 2 | < 0.1% |
| 693 | 1 | < 0.1% |
| 691 | 2 | < 0.1% |
| 687 | 1 | < 0.1% |
| 686 | 1 | < 0.1% |
tipo_venta
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| ELECTRODOMESTICOS | |
|---|---|
| MOTOS | 865 |
| CONTRATO | 19 |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 16.94291666 |
| Min length | 5 |
Characters and Unicode
| Total characters | 3131644 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ELECTRODOMESTICOS |
|---|---|
| 2nd row | ELECTRODOMESTICOS |
| 3rd row | ELECTRODOMESTICOS |
| 4th row | MOTOS |
| 5th row | ELECTRODOMESTICOS |
Common Values
| Value | Count | Frequency (%) |
| ELECTRODOMESTICOS | 183951 | |
| MOTOS | 865 | 0.5% |
| CONTRATO | 19 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| electrodomesticos | 183951 | |
| motos | 865 | 0.5% |
| contrato | 19 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3131644 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3131644 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3131644 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 553621 | |
| E | 551853 | |
| T | 368805 | |
| S | 368767 | |
| C | 367921 | |
| M | 184816 | 5.9% |
| R | 183970 | 5.9% |
| L | 183951 | 5.9% |
| D | 183951 | 5.9% |
| I | 183951 | 5.9% |
| Other values (2) | 38 | < 0.1% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| MENSUAL(ES) | |
|---|---|
| DIARIA(S) | 9833 |
| SEMANAL(ES) | 1758 |
| QUINCENAL(ES) | 616 |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 10.90026781 |
| Min length | 9 |
Characters and Unicode
| Total characters | 2014751 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | QUINCENAL(ES) |
|---|---|
| 2nd row | MENSUAL(ES) |
| 3rd row | MENSUAL(ES) |
| 4th row | MENSUAL(ES) |
| 5th row | MENSUAL(ES) |
Common Values
| Value | Count | Frequency (%) |
| MENSUAL(ES) | 172628 | |
| DIARIA(S) | 9833 | 5.3% |
| SEMANAL(ES) | 1758 | 1.0% |
| QUINCENAL(ES) | 616 | 0.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| mensual(es | 172628 | |
| diaria(s | 9833 | 5.3% |
| semanal(es | 1758 | 1.0% |
| quincenal(es | 616 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| ( | 184835 | |
| ) | 184835 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.0% |
| Other values (4) | 20898 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1645081 | |
| Open Punctuation | 184835 | 9.2% |
| Close Punctuation | 184835 | 9.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.2% |
| D | 9833 | 0.6% |
| R | 9833 | 0.6% |
| Other values (2) | 1232 | 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 184835 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 184835 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1645081 | |
| Common | 369670 | 18.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.2% |
| D | 9833 | 0.6% |
| R | 9833 | 0.6% |
| Other values (2) | 1232 | 0.1% |
Common
| Value | Count | Frequency (%) |
| ( | 184835 | |
| ) | 184835 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2014751 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 359221 | |
| E | 350004 | |
| A | 196426 | |
| ( | 184835 | |
| ) | 184835 | |
| N | 175618 | |
| L | 175002 | |
| M | 174386 | |
| U | 173244 | |
| I | 20282 | 1.0% |
| Other values (4) | 20898 | 1.0% |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.217723916 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 4 |
| Q3 | 10 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 4.460751515 |
|---|---|
| Coefficient of variation (CV) | 0.8549228719 |
| Kurtosis | -1.024503967 |
| Mean | 5.217723916 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.6368040254 |
| Sum | 964418 |
| Variance | 19.89830408 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 68639 | |
| 10 | 22809 | 12.3% |
| 5 | 14831 | 8.0% |
| 14 | 14147 | 7.7% |
| 3 | 10898 | 5.9% |
| 6 | 10575 | 5.7% |
| 2 | 10538 | 5.7% |
| 12 | 8176 | 4.4% |
| 4 | 8007 | 4.3% |
| 9 | 5635 | 3.0% |
| Other values (5) | 10580 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 68639 | |
| 2 | 10538 | 5.7% |
| 3 | 10898 | 5.9% |
| 4 | 8007 | 4.3% |
| 5 | 14831 | 8.0% |
| 6 | 10575 | 5.7% |
| 7 | 2006 | 1.1% |
| 8 | 4059 | 2.2% |
| 9 | 5635 | 3.0% |
| Value | Count | Frequency (%) |
| 14 | 14147 | |
| 13 | 622 | 0.3% |
| 12 | 8176 | 4.4% |
| 11 | 3891 | 2.1% |
| 10 | 22809 | |
| 9 | 5635 | 3.0% |
| 8 | 4059 | 2.2% |
| 7 | 2006 | 1.1% |
| 6 | 10575 | |
| 5 | 14831 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| CRÉDITO | |
|---|---|
| LIBRANZA | 5855 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.031676901 |
| Min length | 7 |
Characters and Unicode
| Total characters | 1299700 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CRÉDITO |
|---|---|
| 2nd row | CRÉDITO |
| 3rd row | CRÉDITO |
| 4th row | CRÉDITO |
| 5th row | CRÉDITO |
Common Values
| Value | Count | Frequency (%) |
| CRÉDITO | 178980 | |
| LIBRANZA | 5855 | 3.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| crédito | 178980 | |
| libranza | 5855 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| É | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 0.9% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| Other values (2) | 11710 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1299700 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| É | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 0.9% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| Other values (2) | 11710 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1299700 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| É | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 0.9% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| Other values (2) | 11710 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1120720 | |
| Latin 1 Sup | 178980 | 13.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 184835 | |
| I | 184835 | |
| C | 178980 | |
| D | 178980 | |
| T | 178980 | |
| O | 178980 | |
| A | 11710 | 1.0% |
| L | 5855 | 0.5% |
| B | 5855 | 0.5% |
| N | 5855 | 0.5% |
Latin 1 Sup
| Value | Count | Frequency (%) |
| É | 178980 |
tipo_cliente
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| 3 | |
|---|---|
| 1 | |
| 2 | |
| 4 | 4020 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 184835 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 184835 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 184835 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 184835 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 94856 | |
| 1 | 70297 | |
| 2 | 15662 | 8.5% |
| 4 | 4020 | 2.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Row | procedencia | genero | estado_civil | edad | municipio_residencia | municipio_nacimiento | municipio_expedicion | tiene_casa_propia | sueldo_smdlv | otros_ingresos | otros_ingresos_smdlv | municipio_credito | codeudor | sector | año_credito | mes_credito | valor_credito_smdlv | tipo_venta | periodo_credito | cuotas | forma_pago | tipo_cliente | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Nacional | NaN | NaN | NaN | SARAVENA | NaN | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PRIVADO | 2020 | 12 | 356 | ELECTRODOMESTICOS | QUINCENAL(ES) | 1 | CRÉDITO | 1 |
| 1 | 2 | Nacional | NaN | NaN | NaN | ARAUQUITA | ARAUQUITA | ARAUQUITA | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | CON CODEUDOR | PRIVADO | 2018 | 5 | 61 | ELECTRODOMESTICOS | MENSUAL(ES) | 12 | CRÉDITO | 3 |
| 2 | 3 | Nacional | NaN | NaN | NaN | ARAUQUITA | ARAUQUITA | ARAUQUITA | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | CON CODEUDOR | PRIVADO | 2019 | 6 | 114 | ELECTRODOMESTICOS | MENSUAL(ES) | 12 | CRÉDITO | 1 |
| 3 | 4 | Nacional | NaN | NaN | NaN | ARAUCA | NaN | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | CON CODEUDOR | PRIVADO | 2019 | 11 | 349 | MOTOS | MENSUAL(ES) | 12 | CRÉDITO | 3 |
| 4 | 5 | Nacional | NaN | NaN | 70.0 | ARAUCA | Otros | Otros | Si | 170.0 | SIN OTROS INGRESOS | NaN | ARAUCA | CON CODEUDOR | PRIVADO | 2020 | 7 | 49 | ELECTRODOMESTICOS | MENSUAL(ES) | 5 | CRÉDITO | 2 |
| 5 | 6 | Nacional | NaN | NaN | NaN | ARAUCA | NaN | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | Otros | CON CODEUDOR | PRIVADO | 2019 | 10 | 65 | ELECTRODOMESTICOS | MENSUAL(ES) | 14 | CRÉDITO | 1 |
| 6 | 7 | Nacional | NaN | NaN | NaN | ARAUQUITA | ARAUQUITA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | CON CODEUDOR | PRIVADO | 2017 | 11 | 18 | ELECTRODOMESTICOS | MENSUAL(ES) | 5 | CRÉDITO | 1 |
| 7 | 8 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | CON CODEUDOR | PRIVADO | 2007 | 11 | 51 | ELECTRODOMESTICOS | MENSUAL(ES) | 6 | CRÉDITO | 1 |
| 8 | 9 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PRIVADO | 2008 | 5 | 118 | ELECTRODOMESTICOS | MENSUAL(ES) | 10 | CRÉDITO | 1 |
| 9 | 10 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | ARAUCA | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PRIVADO | 2012 | 8 | 76 | ELECTRODOMESTICOS | MENSUAL(ES) | 8 | CRÉDITO | 1 |
Last rows
| Row | procedencia | genero | estado_civil | edad | municipio_residencia | municipio_nacimiento | municipio_expedicion | tiene_casa_propia | sueldo_smdlv | otros_ingresos | otros_ingresos_smdlv | municipio_credito | codeudor | sector | año_credito | mes_credito | valor_credito_smdlv | tipo_venta | periodo_credito | cuotas | forma_pago | tipo_cliente | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 184825 | 184826 | Nacional | NaN | NaN | NaN | TAME | TAME | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | TAME | SIN CODEUDOR | PRIVADO | 2003 | 11 | 14 | ELECTRODOMESTICOS | SEMANAL(ES) | 12 | CRÉDITO | 4 |
| 184826 | 184827 | Nacional | NaN | NaN | NaN | TAME | TAME | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | TAME | SIN CODEUDOR | PRIVADO | 2003 | 12 | 13 | ELECTRODOMESTICOS | SEMANAL(ES) | 3 | CRÉDITO | 3 |
| 184827 | 184828 | Nacional | NaN | NaN | NaN | TAME | TAME | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | TAME | SIN CODEUDOR | PRIVADO | 2003 | 11 | 86 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |
| 184828 | 184829 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 1 | 8 | ELECTRODOMESTICOS | SEMANAL(ES) | 4 | CRÉDITO | 3 |
| 184829 | 184830 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2013 | 4 | 17 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 1 |
| 184830 | 184831 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 4 | 56 | ELECTRODOMESTICOS | SEMANAL(ES) | 13 | CRÉDITO | 3 |
| 184831 | 184832 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 1 | 80 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |
| 184832 | 184833 | Nacional | NaN | NaN | NaN | TAME | SARAVENA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | SARAVENA | SIN CODEUDOR | PUBLICO | 2012 | 8 | 132 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |
| 184833 | 184834 | Nacional | NaN | NaN | NaN | SARAVENA | ARAUQUITA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUQUITA | SIN CODEUDOR | PRIVADO | 2012 | 12 | 14 | ELECTRODOMESTICOS | SEMANAL(ES) | 8 | CRÉDITO | 3 |
| 184834 | 184835 | Nacional | NaN | NaN | NaN | ARAUCA | ARAUCA | NaN | NaN | NaN | SIN OTROS INGRESOS | NaN | ARAUCA | CON CODEUDOR | PUBLICO | 2018 | 6 | 89 | ELECTRODOMESTICOS | SEMANAL(ES) | 14 | CRÉDITO | 3 |